Deep Variational Multivariate Information Bottleneck - A Framework for Variational Losses

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Diffeomorphism-based feature learning using Poincaré inequalities on augmented input space

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Finite Expression Method for Solving High-Dimensional Partial Differential Equations

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Randomly Projected Convex Clustering Model: Motivation, Realization, and Cluster Recovery Guarantees

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Minimax Optimal Deep Neural Network Classifiers Under Smooth Decision Boundary

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Optimal and Efficient Algorithms for Decentralized Online Convex Optimization

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Characterizing Dynamical Stability of Stochastic Gradient Descent in Overparameterized Learning

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

PREMAP: A Unifying PREiMage APproximation Framework for Neural Networks

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Score-Aware Policy-Gradient and Performance Guarantees using Local Lyapunov Stability

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

On the O(sqrt(d)/T^(1/4)) Convergence Rate of RMSProp and Its Momentum Extension Measured by l_1 Norm

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Categorical Semantics of Compositional Reinforcement Learning

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Transformers from Diffusion: A Unified Framework for Neural Message Passing

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Optimal Sample Selection Through Uncertainty Estimation and Its Application in Deep Learning

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Actor-Critic learning for mean-field control in continuous time

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Modelling Populations of Interaction Networks via Distance Metrics

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

BitNet: 1-bit Pre-training for Large Language Models

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Physics-informed Kernel Learning

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Last-iterate Convergence of Shuffling Momentum Gradient Method under the Kurdyka-Lojasiewicz Inequality

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Posterior and Variational Inference for Deep Neural Networks with Heavy-Tailed Weights

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Maximum Causal Entropy IRL in Mean-Field Games and GNEP Framework for Forward RL

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text